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Automatic question generation: a review of methodologies, datasets, evaluation metrics, and applications
N Mulla, P Gharpure - Progress in Artificial Intelligence, 2023 - Springer
Question generation in natural language has a wide variety of applications. It can be a
helpful tool for chatbots for generating interesting questions as also for automating the …
helpful tool for chatbots for generating interesting questions as also for automating the …
A systematic review of automatic question generation for educational purposes
While exam-style questions are a fundamental educational tool serving a variety of
purposes, manual construction of questions is a complex process that requires training …
purposes, manual construction of questions is a complex process that requires training …
Reinforcement learning based graph-to-sequence model for natural question generation
Natural question generation (QG) aims to generate questions from a passage and an
answer. Previous works on QG either (i) ignore the rich structure information hidden in …
answer. Previous works on QG either (i) ignore the rich structure information hidden in …
The interactive reading task: Transformer-based automatic item generation
Automatic item generation (AIG) has the potential to greatly expand the number of items for
educational assessments, while simultaneously allowing for a more construct-driven …
educational assessments, while simultaneously allowing for a more construct-driven …
Recent advances in neural question generation
Emerging research in Neural Question Generation (NQG) has started to integrate a larger
variety of inputs, and generating questions requiring higher levels of cognition. These trends …
variety of inputs, and generating questions requiring higher levels of cognition. These trends …
Difficulty controllable generation of reading comprehension questions
We investigate the difficulty levels of questions in reading comprehension datasets such as
SQuAD, and propose a new question generation setting, named Difficulty-controllable …
SQuAD, and propose a new question generation setting, named Difficulty-controllable …
Can ChatGPT make reading comprehension testing items on par with human experts?
Given the recent increased interest in ChatGPT in the L2 teaching and learning community,
the present study sought to examine ChatGPT's potential as a resource for generating L2 …
the present study sought to examine ChatGPT's potential as a resource for generating L2 …
Difficulty-controllable multi-hop question generation from knowledge graphs
Abstract Knowledge graphs have become ubiquitous data sources and their utility has been
amplified by the research on ability to answer carefully crafted questions over knowledge …
amplified by the research on ability to answer carefully crafted questions over knowledge …
Cross-lingual training for automatic question generation
Automatic question generation (QG) is a challenging problem in natural language
understanding. QG systems are typically built assuming access to a large number of training …
understanding. QG systems are typically built assuming access to a large number of training …
Evaluating rewards for question generation models
Recent approaches to question generation have used modifications to a Seq2Seq
architecture inspired by advances in machine translation. Models are trained using teacher …
architecture inspired by advances in machine translation. Models are trained using teacher …